Tootfinder

Toward Knowledge-Guided AI for Inverse Design in Manufacturing: A Perspective on Domain, Physics, and Human-AI Synergy
Hugon Lee, Hyeonbin Moon, Junhyeong Lee, Seunghwa RYu
https://arxiv.org/abs/2506.00056

Toward Knowledge-Guided AI for Inverse Design in Manufacturing: A Perspective on Domain, Physics, and Human-AI Synergy
Artificial intelligence (AI) is reshaping inverse design across manufacturing domain, enabling high-performance discovery in materials, products, and processes. However, purely data-driven approaches often struggle in realistic settings characterized by sparse data, high-dimensional design spaces, and nontrivial physical constraints. This perspective argues for a new generation of design systems that transcend black-box modeling by integrating domain knowledge, physics-informed learning, and in…

The idea that Musk’s time in Washington is over is an obvious farce.
That narrative goes a long way toward letting Musk and Trump off the hook for a multitude of casualties
—those already in the ledger and those to be counted later.
It suggests that his reign of terror was actually ineffectual when,
in fact, it was massively successful;
Trump and Musk destroyed that which they’d planned to all along.
Most crucially, it suggests that reign of terror has …

Elon Musk’s Reign of Terror Is Only Just Beginning
His “departure” from the government is anything but.

Sources: Byron Allen takes substantial steps toward selling all of his local TV stations, including those affiliated with ABC, CBS, Fox, and NBC in 24 markets (Matthew Keys/Multicast News)
https://multicastnews.com/p/exclusive-byron-allen-selling-off

Exclusive: Byron Allen is selling his local TV stations
Allen has received offers for some or all of his local TV station portfolio; a divestiture allows Allen Media Group to pay down existing debt, rather than refinance it.

Let this be a lesson: my point about editing above goes deep. It's not just about writing words and editing words.
It's about decisions of any kind.
While deliberative paralysis is a thing, when you make "do" easier than "deliberate" (and increasingly tip the balance toward "do"), what happens is what's easy, not what's good. It is an accelerator for all kinds of things, a great many of them bad, and even more suboptimal.

Structure and dynamics of erupting solar prominences using the Rolling Hough Transform: Toward a feature-oriented classification
Harry Birch, St\'ephane R\'egnier
https://arxiv.org/abs/2505.24515

Structure and dynamics of erupting solar prominences using the Rolling Hough Transform: Toward a feature-oriented classification
The classification of solar prominences has proven to be challenging due to their diverse morphologies and dynamical behaviour. Complexity is heightened when considering eruptive prominences, where the dynamics demand methods capable of capturing detailed structural information. While there exists a range of line-of-sight (LOS) and plane-of-sky (POS) techniques which have advanced our understanding of prominence motions, they are subject to limitations, emphasising the need for effective method…

Line and Planar Defects with Zero Formation Free Energy: Applications of the Phase Rule toward Ripening-Immune Microstructures
Ju Li, Yuri Mishin
https://arxiv.org/abs/2505.24092 …

Line and Planar Defects with Zero Formation Free Energy: Applications of the Phase Rule toward Ripening-Immune Microstructures
Extended one- and two-dimensional defects in crystalline materials are usually metastable. The thermodynamic ground state of the material is presumed to be defect-free. Here, we investigate the conditions under which extended defects, such as grain boundaries, can exist in a multicomponent alloy when the latter reaches the thermodynamic ground state allowed by the Gibbs phase rule. We treat all extended defects as low-dimensional phases on the same footing as the conventional bulk phases. Therm…

Eagles working toward trading pass rusher Bryce Huff to 49ers https://www.nfl.com/news/bryce-huff-trade-eagles-49ers

From Pixels to Camera: Scaling Superconducting Nanowire Single-Photon Detectors for Imaging at the Quantum-Limit
Jun Gao, Jin Chang, Bruno Lopez Rodriguez, Iman Esmaeil Zadeh, Val Zwiller, Ali W. Elshaari
https://arxiv.org/abs/2505.24725

From Pixels to Camera: Scaling Superconducting Nanowire Single-Photon Detectors for Imaging at the Quantum-Limit
Superconducting nanowire single-photon detectors (SNSPDs) have emerged as essential devices that push the boundaries of photon detection with unprecedented sensitivity, ultrahigh timing precision, and broad spectral response. Recent advancements in materials engineering, superconducting electronics integration, and cryogenic system design are enabling the evolution of SNSPDs from single-pixel detectors toward scalable arrays and large-format single-photon time tagging cameras. This perspective …

Our planet is currently reverberating from the impact of a powerful coronal mass ejection (CME) that struck Earth head-on in the early hours of June 1 — and the resulting auroras were absolutely stunning.
The CME erupted during an M8.2 class solar flare eruption on May 30 at 8:05 p.m. EDT (00:05 GMT on May 31) and has been racing toward Earth at nearly 1,938 km/s or 4.3 million mph.
When it slammed into Earth's magnetic field, the impact triggered a severe (G4) geomagnetic sto…

Severe G4 geomagnetic storm sparks northern lights across US and beyond (photos)
The speedy solar storm arrived in style, sparking stunning aurora displays as far south as California and New Mexico.

Deception in Oligopoly Games via Adaptive Nash Seeking Systems
Michael Tang, Miroslav Krstic, Jorge Poveda
https://arxiv.org/abs/2505.24112 https://…

Deception in Oligopoly Games via Adaptive Nash Seeking Systems
In the theory of multi-agent systems, deception refers to the strategic manipulation of information to influence the behavior of other agents, ultimately altering the long-term dynamics of the entire system. Recently, this concept has been examined in the context of model-free Nash equilibrium seeking (NES) algorithms for noncooperative games. Specifically, it was demonstrated that players can exploit knowledge of other players' exploration signals to drive the system toward a ``deceptive" Nash…

The role of bars in triggering active galactic nuclei galaxies
V. Marels, V. Mesa, M. Jaque Arancibia, S. Alonso, G. Coldwell, G. Damke, V. Contreras Rojas
https://arxiv.org/abs/2505.23958

The role of bars in triggering active galactic nuclei galaxies
Bars are considered an efficient mechanism for transporting gas toward the central regions of galaxies, potentially enhancing nuclear activity. However, the extent to which bars influence active galactic nuclei (AGNs), and whether their efficiency varies with environment, remain open questions. In this study, we aim to quantify the role of bars in triggering AGNs by comparing the AGN fraction in barred and non-barred galaxies across different environments. We constructed a sample from the Galax…

Anosov actions: minimality of foliations or suspension action
Rodrigo R. Lopes, Carlos Maquera, R\'egis Var\~ao
https://arxiv.org/abs/2505.24598 https:…

Anosov actions: minimality of foliations or suspension action
We prove that an Anosov action of $\mathbb{R}^k$ over a compact manifold $M$ transitive on regular sub-cones satisfies the dichotomy: each stable and unstable leaf is dense or the Anosov action is topologically conjugated to a suspension of a $\mathbb{Z}^k$-Anosov action. This represents an important progress toward addressing Verjovsky's extended conjecture for Anosov actions, as developed by Barbot and Maquera.

Trump and Bobby Brainworm are galloping down the trail toward Soviet-style repression of science.
https://en.wikipedia.org/wiki/Repression_of_science_in_the_Soviet_Union

Toward Effective AI Governance: A Review of Principles
Danilo Ribeiro, Thayssa Rocha, Gustavo Pinto, Bruno Cartaxo, Marcelo Amaral, Nicole Davila, Ana Camargo
https://arxiv.org/abs/2505.23417

Toward Effective AI Governance: A Review of Principles
Artificial Intelligence (AI) governance is the practice of establishing frameworks, policies, and procedures to ensure the responsible, ethical, and safe development and deployment of AI systems. Although AI governance is a core pillar of Responsible AI, current literature still lacks synthesis across such governance frameworks and practices. Objective: To identify which frameworks, principles, mechanisms, and stakeholder roles are emphasized in secondary literature on AI governance. Method: We…

Relaxation pathways and emergence of domains in square artificial spin ice
Matteo Menniti, Na\"emi Leo, Pedro Villalba-Gonz\'alez, Matteo Pancaldi, and Paolo Vavassori
https://arxiv.org/abs/2505.24041

Relaxation pathways and emergence of domains in square artificial spin ice
Multi-domain states of square artificial spin ice show a range of different morphologies ranging from simple stripe-like domains to more organically shaped coral domains. To model the relevant dynamics leading to the emergence of such diverse domain structures, simplified descriptions of the switching behavior of individual nanomagnets are necessary. In this work, we employ kinetic Monte Carlo simulations of the demagnetization of square artificial spin ice toward its ground state, and compare …

"The waste of having processes that create defects and then use inspection to catch them is certainly something to avoid. A significant part of the effort in code reviews should be geared toward capturing learning that can be applied to current processes to improve them so fewer bugs are created in the future.
..."

This https://arxiv.org/abs/2505.03834 has been replaced.
initial toot: https://mastoxiv.page/@a…

Update: Progress toward fusion energy breakeven and gain as measured against the Lawson criteria
This paper is an update to our earlier paper ''Progress toward fusion energy breakeven and gain as measured against the Lawson criterion'' [Phys. Plasmas 29, 062103 (2022)]. Plots of Lawson parameter and triple product vs. ion temperature and triple product vs. date achieved are updated with recently published experimental results. A new plot of scientific energy gain vs. date achieved is included. Additionally, notes on new experimental results, clarifications, and a correction are included.

This https://arxiv.org/abs/2502.21026 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csCR_…

Artemis: Toward Accurate Detection of Server-Side Request Forgeries through LLM-Assisted Inter-Procedural Path-Sensitive Taint Analysis
Server-side request forgery (SSRF) vulnerabilities are inevitable in PHP web applications. Existing static tools in detecting vulnerabilities in PHP web applications neither contain SSRF-related features to enhance detection accuracy nor consider PHP's dynamic type features. In this paper, we present Artemis, a static taint analysis tool for detecting SSRF vulnerabilities in PHP web applications. First, Artemis extracts both PHP built-in and third-party functions as candidate source and sink fu…

Maybe I'm reading too much into this, but the top looks like Homer Simpson and the bottom looks like my mother accusing me of doing something I didn't even do.

This https://arxiv.org/abs/2505.08944 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csDC_…

Toward Cost-Efficient Serving of Mixture-of-Experts with Asynchrony
Mixture-of-Experts (MoE) architectures offer the promise of larger model capacity without the prohibitive costs of fully dense designs. However, in real-world inference serving, load skew across experts often leads to suboptimal device utilization and excessive synchronization overheads. This paper introduces Asynchronous Expert Parallelism (AEP), a new paradigm that decouples layer execution from barrier-style synchronization. By dynamically queuing tokens at each layer (referred to as $μ$-qu…

"I think it is a huge mistake for people to assume that they can trust AI when they do not trust each other. The safest way to develop superintelligence is to first strengthen trust between humans, and then cooperate with each other to develop superintelligence in a safe manner. But what we are doing now is exactly the opposite. Instead, all efforts are being directed toward developing a superintelligence."
#AGI #AI
https://www.wired.com/story/questions-answered-by-yuval-noah-harari-for-wired-ai-artificial-intelligence-singularity/

This week, #SCOTUS chose not to decide about religious charter schools. We took one more step toward getting the pool up. Authors made mistakes with #GenerativeAI AI. And so it goes.

This Week: SCOTUS Punts and Authors Fumble – Bob Mueller
SCOTUS chose not to decide about religious charter schools. One more step toward getting the pool up. Authors make mistakes with gen AI.

This https://arxiv.org/abs/2504.07477 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csIT_…

Analog Computing for Signal Processing and Communications -- Part II: Toward Gigantic MIMO Beamforming
Analog-domain operations offer a promising solution to accelerating signal processing and enabling future multiple-input multiple-output (MIMO) communications with thousands of antennas. In Part I of this paper, we have introduced a microwave linear analog computer (MiLAC) as an analog computer that processes microwave signals linearly, demonstrating its potential to reduce the computational complexity of specific signal processing tasks. In Part II of this paper, we extend these benefits to wi…

This https://arxiv.org/abs/2505.10537 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csNI_…

LibIQ: Toward Real-Time Spectrum Classification in O-RAN dApps
The O-RAN architecture is transforming cellular networks by adopting RAN softwarization and disaggregation concepts to enable data-driven monitoring and control of the network. Such management is enabled by RICs, which facilitate near-real-time and non-real-time network control through xApps and rApps. However, they face limitations, including latency overhead in data exchange between the RAN and RIC, restricting real-time monitoring, and the inability to access user plain data due to privacy a…

Geopolitical Tensions and Financial Networks: Strategic Shifts Toward Alternatives
Antonis Ballis
https://arxiv.org/abs/2505.21480 https://

Geopolitical Tensions and Financial Networks: Strategic Shifts Toward Alternatives
Global financial systems are undergoing strategic shifts as geopolitical tensions reshape international trade and payments. The United States (US)-China trade war, sanctions regimes, and rising concerns over the weaponization of financial infrastructures like SWIFT have led countries to seek alternative networks, including China's CIPS and emerging cross-border CBDCs. This letter presents a dynamic theoretical framework where sanction risks, investment choices, and network effects drive payment…

This https://arxiv.org/abs/2307.10800 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_mat…

Contagious McKean--Vlasov problems with common noise: from smooth to singular feedback through hitting times
We consider a family of McKean--Vlasov equations arising as the large particle limit of a system of interacting particles on the positive half-line with common noise and feedback. Such systems are motivated by structural models for systemic risk with contagion. This contagious interaction is such that when a particle hits zero, the impact is to move all the others toward the origin through a kernel which smooths the impact over time. We study a rescaling of the impact kernel under which it conv…

This https://arxiv.org/abs/2505.22467 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csMA_…

Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems
Large Language Model-based Multi-Agent Systems (MASs) have emerged as a powerful paradigm for tackling complex tasks through collaborative intelligence. Nevertheless, the question of how agents should be structurally organized for optimal cooperation remains largely unexplored. In this position paper, we aim to gently redirect the focus of the MAS research community toward this critical dimension: develop topology-aware MASs for specific tasks. Specifically, the system consists of three core co…

This https://arxiv.org/abs/2408.17317 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_qu…

Diagnosing crosstalk in large-scale QPUs using zero-entropy classical shadows
As quantum processing units (QPUs) scale toward hundreds of qubits, diagnosing crosstalk and noise-induced correlations becomes critical for reliable quantum computation. In this work, we introduce Zero-Entropy Classical Shadows (ZECS), a diagnostic tool that reconstructs positive semidefinite, unit-trace density operators from classical shadow (CS) information. ZECS enables proper subregion tomography and reduces the effect of sampling and time-dependent errors. We apply ZECS to large supercon…

The fraction of polar aligned circumbinary disks
Ted M. Johnson, Rebecca G. Martin, Stephen Lepp, Stephen H. Lubow
https://arxiv.org/abs/2505.22728 https:/…

The fraction of polar aligned circumbinary disks
Circumbinary gas disks that are misaligned to the binary orbital plane evolve toward either a coplanar or a polar-aligned configuration with respect to the binary host. The preferred alignment depends on the dynamics of the disk: whether it undergoes librating or circulating nodal precession, with librating disks evolving to polar inclinations and circulating disks evolving to coplanar. We quantify the fraction of binary star systems whose disks are expected to have polar orbits $f_\text{polar}…

Measurement of $\Lambda$ Polarization in the $\pi^{-}p \to K^{0} \Lambda$ Reaction at $p_{\pi^{-}}=1.33$ GeV/$c$ toward a New $\Lambda p$ Scattering Experiment
PARC E40 Collaboration, T. Sakao, K. Miwa, J. K. Ahn, Y. Akazawa, T. Aramaki, S. Ashikaga, S. Callier, N. Chiga, S. W. Choi, H. Ekawa, P. Evtoukhovitch, N. Fujioka, M. Fujita, T. Gogami, T. Harada, S. Hasegawa, S. H. Hayakawa, R. Honda, S. Hoshino, K. Hosomi, M. Ichikawa, Y. Ichikawa, M. Ieiri, M. Ikeda, K. Imai, Y. Ishikawa, S.…

Measurement of $Λ$ Polarization in the $π^{-}p \to K^{0} Λ$ Reaction at $p_{π^{-}}=1.33$ GeV/$c$ toward a New $Λp$ Scattering Experiment
This paper presents high-precision experimental data of the polarization of the $Λ$ hyperon in the $π^{-}p \to K^{0} Λ$ reaction, measured in the angular range $0.6<\cos θ^{CM}_{K0}<1.0$ with a fine bin width of $d\cos θ^{CM}_{K0}=0.05$. The data were obtained from the J-PARC E40 experiment at the K1.8 beamline in the J-PARC Hadron Experimental Facility. The observed average polarization of $Λ$ in the range $0.60<\cos θ^{CM}_{K0}<0.85$ was $0.932 \pm 0.058 \,(\text{stat}) \pm 0.028 \,(\t…

“Let us be reminded that before there is a final solution, there must be a first solution, a second one, even a third. The move toward a final solution is not a jump. It takes one step, then another, then another.” ― Toni Morrison, The Source of Self-Regard: Selected Essays, Speeches, and Meditations #quote

Peter Hook tonight in #Buffalo. Never gonna see New Order live, so this will do.
My best pics of the band are from other people.

This Week: SCOTUS Punts and Authors Fumble
SCOTUS chose not to decide about religious charter schools. One more step toward getting the pool up. Authors make mistakes with gen AI. And so it goes.
https://www.bobmuellerwriter.com/this-week-scotus-p…

This Week: SCOTUS Punts and Authors Fumble – Bob Mueller
SCOTUS chose not to decide about religious charter schools. One more step toward getting the pool up. Authors make mistakes with gen AI.

In an interview published for my Teaching and Technology Summit keynote at BSU, I try to debunk the “high vs. low stakes” AI test, arguing that its underrecognized superpower is sparking debate https://blogs.bsu.edu/teaching-innovation/2…

“Let us be reminded that before there is a final solution, there must be a first solution, a second one, even a third. The move toward a final solution is not a jump. It takes one step, then another, then another.” ― Toni Morrison, The Source of Self-Regard: Selected Essays, Speeches, and Meditations #quote

The Chemical Clock of High-mass Star-forming Regions: N2H /CCS
J. L. Chen, J. S. Zhang, J. X. Ge, Y. X. Wang, H. Z. Yu, Y. P. Zou, Y. T. Yan, X. Y. Wang, D. Y. Wei
https://arxiv.org/abs/2505.23221

The Chemical Clock of High-mass Star-forming Regions: N2H+/CCS
Using the IRAM 30 m telescope, we presented observations of N2H+ J = 1-0, CCS JN = 87-76 and 77-66 lines toward a large sample of ultracompact HII regions (UC HIIs). Among our 88 UC HIIs, 87 and 33 sources were detected in the N2H+ J = 1-0 and CCS JN = 87-76 lines, respectively. For the CCS 77-66 transition, we detected emission in 10 out of 82 targeted sources, all of which also exhibited emission in the CCS JN = 87-76 line. Physical parameters are derived for our detections, including the opt…

Ensemble Modeling of the Solar Wind Flow with Boundary Conditions Governed by Synchronic Photospheric Magnetograms. I. Multi-point Validation in the Inner Heliosphere
Dinesha V. Hegde (Department of Space Science, The University of Alabama in Huntsville, Huntsville, USA, Center for Space Plasma and Aeronomic Research, The University of Alabama in Huntsville, Huntsville, USA), Tae K. Kim (Center for Space Plasma and Aeronomic Research, The University of Alabama in Huntsville, Huntsville…

Ensemble Modeling of the Solar Wind Flow with Boundary Conditions Governed by Synchronic Photospheric Magnetograms. I. Multi-point Validation in the Inner Heliosphere
The solar wind (SW) is a vital component of space weather, providing a background for solar transients such as coronal mass ejections, stream interaction regions, and energetic particles propagating toward Earth. Accurate prediction of space weather events requires a precise description and thorough understanding of physical processes occurring in the ambient SW plasma. Ensemble simulations of the three-dimensional SW flow are performed using an empirically-driven magnetohydrodynamic heliospher…

Having baked feta filo with honey and a half litre of the house white at Taverna Byzantio in Nafplion with the friendly stay cats.
#food #greece #nafplion

I made another foray into the ethics of AI, this time with my colleagues Jan-Willem van der Rijt and Bram Vaassen.
https://arxiv.org/abs/2503.05723
We argue that some interactions with chatbots involve a kind of offense to users' dignity. When we treat chatbots as if they were fello…

Collaborative Agentic AI Needs Interoperability Across Ecosystems
Rishi Sharma, Martijn de Vos, Pradyumna Chari, Ramesh Raskar, Anne-Marie Kermarrec
https://arxiv.org/abs/2505.21550

Collaborative Agentic AI Needs Interoperability Across Ecosystems
Collaborative agentic AI is projected to transform entire industries by enabling AI-powered agents to autonomously perceive, plan, and act within digital environments. Yet, current solutions in this field are all built in isolation, and we are rapidly heading toward a landscape of fragmented, incompatible ecosystems. In this position paper, we argue that interoperability, achieved by the adoption of minimal standards, is essential to ensure open, secure, web-scale, and widely-adopted agentic ec…

The SPARTA project: toward a demonstrator facility for multistage plasma acceleration
C. A. Lindstr{\o}m, E. Adli, H. B. Anderson, P. Drobniak, D. Kalvik, F. Pe\~na, K. N. Sjobak
https://arxiv.org/abs/2505.14493

The SPARTA project: toward a demonstrator facility for multistage plasma acceleration
Plasma accelerators promise greatly reduced size and cost for future particle-accelerator facilities. However, several challenges remain to be solved; in particular that of coupling beams between plasma stages (i.e., staging) without beam-quality degradation, and that of ensuring a stable acceleration process. In order to mature the technology, it is also key to identify an application that requires staging and high stability but is not overly challenging in other parameters such as energy effi…

Compound Burgers-KdV Soliton Behaviour: Refraction, Reflection and Fusion
Darryl D. Holm, Ruiao Hu, Oliver D. Street, Hanchun Wang
https://arxiv.org/abs/2505.17026

Compound Burgers-KdV Soliton Behaviour: Refraction, Reflection and Fusion
We consider a coupled PDE system between the Burgers equation and the KdV equation to model the interactions between `bore'-like structures and wave-like solitons in shallow water. Two derivations of the resulting Burgers-swept KdV system are presented, based on Lie group symmetry and reduced variational principles. Exact compound soliton solutions are obtained, and numerical simulations show that the Burgers and KdV momenta tend toward a balance at which the coupled system reduces to the integ…

Deuterated water abundance in the young hot core RCW 120 S2
Maria. S. Kirsanova, Anastasiia A. Farafontova
https://arxiv.org/abs/2505.21945 https://…

Deuterated water abundance in the young hot core RCW 120 S2
Since the emission of water molecules cannot be observed from Earth, less abundant isotopologues, such as H$_2^{18}$O and HDO, are used to trace water in star-forming regions. The main aim of this study is to determine HDO abundance in the hot core RCW 120 S2. We performed observations of the hot core in the 200-255~GHz range using the nFLASH230 receiver on the APEX telescope. Two HDO lines were detected toward RCW 120 S2. Their intensities are described by excitation temperature $286\pm2$~K an…

Ciudad de Tar – Liminal
@…
https://www.clongclongmoo.org/2025/05/01/ciudad-de-tar-liminal/

Measuring inequality in society-oriented Lotka--Volterra-type kinetic equations
Marco Menale, Giuseppe Toscani
https://arxiv.org/abs/2505.15526 https://

Measuring inequality in society-oriented Lotka--Volterra-type kinetic equations
We present a possible approach to measuring inequality in a system of coupled Fokker-Planck-type equations that describe the evolution of distribution densities for two populations interacting pairwise due to social and/or economic factors. The macroscopic dynamics of their mean values follow a Lotka-Volterra system of ordinary differential equations. Unlike classical models of wealth and opinion formation, which tend to converge toward a steady-state profile, the oscillatory behavior of these …

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📌 This is where financial freedom truly starts. If you’re serious about long-term success, the B quadrant is the goal. To me, 𝐭𝐡𝐢𝐬 𝐢𝐬 𝐭𝐡𝐞 𝐛𝐞𝐬𝐭 𝐭𝐲𝐩𝐞 𝐨𝐟 𝐬𝐢𝐝𝐞 𝐡𝐮𝐬𝐭𝐥𝐞 𝐭𝐨 𝐭𝐚𝐫𝐠𝐞𝐭. Remember, the whole point of a side hustle is that you can start one while already doing something else. Are you working toward this? Let’s discuss!
#BusinessOwner #ScalableIncome #SideHustle #Entrepreneurship #FinancialFreedom

3/3
📌 This is where financial freedom truly starts. If you’re serious about long-term success, the B quadrant is the goal. To me, 𝐭𝐡𝐢𝐬 𝐢𝐬 𝐭𝐡𝐞 𝐛𝐞𝐬𝐭 𝐭𝐲𝐩𝐞 𝐨𝐟 𝐬𝐢𝐝𝐞 𝐡𝐮𝐬𝐭𝐥𝐞 𝐭𝐨 𝐭𝐚𝐫𝐠𝐞𝐭. Remember, the whole point of a side hustle is that you can start one while already doing something else. Are you working toward this? Let’s discuss!
#BusinessOwner #ScalableIncome #SideHustle #Entrepreneurship #FinancialFreedom